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  • Math For Machine Learning

Math For Machine Learning Courses

Courses in Math for Machine Learning often teach linear algebra, calculus, probability, and statistics, providing a solid foundation for understanding algorithms. You can build skills in optimization techniques, data analysis, and model evaluation, which are crucial for effective machine learning applications. Many courses introduce tools like Python libraries such as NumPy and TensorFlow, which help you implement mathematical concepts in AI projects and enhance your ability to work with data-driven models.


Popular Math For Machine Learning Courses and Certifications


  • J

    Johns Hopkins University

    Mastering Neural Networks and Model Regularization

    Skills you'll gain: PyTorch (Machine Learning Library), Convolutional Neural Networks, Deep Learning, Supervised Learning, Model Optimization, Artificial Neural Networks, Model Training, Model Evaluation, Decision Tree Learning, Machine Learning Algorithms, Machine Learning

    Intermediate · Course · 1 - 3 Months

  • P

    Packt

    Foundations of AI Engineering

    Skills you'll gain: Probability & Statistics, NumPy, Matplotlib, Statistics, Data Visualization, Applied Machine Learning, Statistical Hypothesis Testing, Python Programming, Pandas (Python Package), Seaborn, Machine Learning, Mathematics and Mathematical Modeling, Model Optimization, Applied Mathematics, Statistical Analysis, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Data Science, Programming Principles, Probability

    Beginner · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Data Analysis with Minitab: Analyze & Apply

    Skills you'll gain: Minitab, Data Analysis, Statistical Hypothesis Testing, Regression Analysis, Descriptive Statistics, Statistical Analysis, Data Analysis Software, Predictive Modeling, Statistical Software, Analytics, Statistical Modeling, Descriptive Analytics, Predictive Analytics, Data-Driven Decision-Making, Statistical Reporting, Statistical Methods, Statistical Inference

    4.7
    Rating, 4.7 out of 5 stars
    ·
    15 reviews

    Mixed · Course · 1 - 4 Weeks

  • U

    University of Minnesota

    Evaluating User Interfaces

    Skills you'll gain: Usability Testing, User Interface (UI), Usability, User Research, UI/UX Research, Human Computer Interaction, User Interface (UI) Design, User Centered Design, Test Planning

    4.7
    Rating, 4.7 out of 5 stars
    ·
    276 reviews

    Mixed · Course · 1 - 3 Months

  • É

    École Polytechnique Fédérale de Lausanne

    Introduction to Faecal Sludge Management

    Skills you'll gain: Sanitation, Environmental Engineering, Water Resource Management, Sustainable Engineering, Process Engineering, Sustainable Technologies, Sustainable Systems, Environment and Resource Management, Public Health, Data Collection, Capital Expenditure, Research, Case Studies

    4.8
    Rating, 4.8 out of 5 stars
    ·
    677 reviews

    Intermediate · Course · 1 - 3 Months

  • U

    University of Illinois Urbana-Champaign

    Land, Agriculture, and Alternative Investing

    Skills you'll gain: Wealth Management, Estate Planning, Portfolio Management, Real Estate, Investments, Financial Industry Regulatory Authorities, Commercial Real Estate, Regulatory Compliance, Asset Management, Tax Planning, Finance, Risk Management, Return On Investment, Financial Analysis, Business Strategies, Strategic Planning, Business, Data Management, Financial Statements, Failure Analysis

    4.1
    Rating, 4.1 out of 5 stars
    ·
    17 reviews

    Intermediate · Specialization · 3 - 6 Months

  • C

    Coursera

    Agentic AI Development & Security

    Skills you'll gain: AI Security, Threat Modeling, Open Web Application Security Project (OWASP), Security Testing, Retrieval-Augmented Generation, Software Architecture, API Design, Test Automation, Vulnerability Management, Agentic systems, Systems Design, Model Evaluation, Test Driven Development (TDD), CI/CD, Python Programming, Continuous Deployment, Dependency Analysis, Large Language Modeling, Machine Learning, Performance Analysis

    Intermediate · Specialization · 3 - 6 Months

  • N

    Northwestern University

    Modern Robotics, Course 5: Robot Manipulation and Wheeled Mobile Robots

    Skills you'll gain: Robotics, Control Systems, Mechanics, Mechanical Engineering, Mathematical Modeling, Torque (Physics), Engineering Calculations, Applied Mathematics, Linear Algebra, Graphical Tools, Estimation

    4.7
    Rating, 4.7 out of 5 stars
    ·
    104 reviews

    Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Next-Generation AI Assistant: Claude by Anthropic

    Skills you'll gain: Prompt Engineering, Anthropic Claude, Marketing Materials, Prompt Engineering Tools, Copywriting, Driving engagement, AI Product Strategy, Marketing Design, Promotional Strategies, Promotional Materials, Promotions and Campaigns, Product Planning

    4.1
    Rating, 4.1 out of 5 stars
    ·
    31 reviews

    Beginner · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Advanced Unix System Programming and Performance

    Skills you'll gain: Unix Shell, Unix Commands, Unix, Shell Script, Command-Line Interface, Remote Access Systems, Scripting, Systems Administration, Operating System Administration, File I/O, IT Automation, User Accounts, File Systems, System Monitoring, Operating Systems, File Management, Performance Tuning, User Provisioning, OS Process Management, Authorization (Computing)

    4.8
    Rating, 4.8 out of 5 stars
    ·
    61 reviews

    Beginner · Specialization · 1 - 3 Months

  • E

    EDUCBA

    PyCharm Course

    Skills you'll gain: Web Design and Development, Web Applications, Software Installation, Application Development

    4.3
    Rating, 4.3 out of 5 stars
    ·
    17 reviews

    Beginner · Course · 1 - 4 Weeks

  • L

    LearnKartS

    Salesforce Admin Certification Preparation

    Skills you'll gain: Salesforce Development, User Provisioning, Identity and Access Management, Enterprise Application Management, Application Deployment, Security Management, Customer Relationship Management (CRM) Software, Workflow Management, Account Management, Internal Communications, Training and Development, Data Management, Customer Service, Security Controls

    3.8
    Rating, 3.8 out of 5 stars
    ·
    68 reviews

    Beginner · Specialization · 1 - 3 Months

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In summary, here are 10 of our most popular math for machine learning courses

  • Mastering Neural Networks and Model Regularization: Johns Hopkins University
  • Foundations of AI Engineering: Packt
  • Data Analysis with Minitab: Analyze & Apply: EDUCBA
  • Evaluating User Interfaces: University of Minnesota
  • Introduction to Faecal Sludge Management: École Polytechnique Fédérale de Lausanne
  • Land, Agriculture, and Alternative Investing: University of Illinois Urbana-Champaign
  • Agentic AI Development & Security: Coursera
  • Modern Robotics, Course 5: Robot Manipulation and Wheeled Mobile Robots : Northwestern University
  • Next-Generation AI Assistant: Claude by Anthropic: Coursera
  • Advanced Unix System Programming and Performance: EDUCBA

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